Aleph Alpha

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Aleph Alpha is a German artificial intelligence company, founded in 2019 and headquartered in Heidelberg, Germany, that builds sovereign AI software for European enterprises and governments. It was founded by Jonas Andrulis and Samuel Weinbach, and is best known for its Luminous family of large language models, its PhariaAI enterprise platform, and a 2023 funding round of more than 500 million US dollars backed by Bosch, SAP, Hewlett Packard Enterprise, and the Schwarz Group. [1][2] Aleph Alpha emphasizes European data sovereignty, on-premise deployment, regulatory compliance, and explainability, positioning itself as a European alternative to American AI providers. [2][4] In April 2026, Cohere agreed to merge with Aleph Alpha in a deal valuing the combined entity at roughly 20 billion US dollars, with a 600 million US dollar commitment from the Schwarz Group. [18][19]

What is Aleph Alpha?

Aleph Alpha GmbH is an applied AI company that develops and deploys generative AI systems for businesses and public-sector institutions rather than consumer products. Its central proposition is "sovereign AI": software that organizations and governments can run under their own control, on European infrastructure, in compliance with regulations such as the GDPR and the EU AI Act. [2][4] The company first pursued this through its own Luminous large language models, then pivoted in 2024 to an enterprise platform strategy centered on PhariaAI, which it describes as an "operating system for generative AI." [4][12]

Co-founder and former CEO Jonas Andrulis has framed the company's thesis around fit rather than scale. "The future of AI won't be won by the biggest model," he said. "It'll be won by the system best tailored to the right problem." [20]

Who founded Aleph Alpha and when?

Aleph Alpha GmbH was established in January 2019 in Heidelberg, Germany, by Jonas Andrulis and Samuel Weinbach. [1][2] Andrulis, the company's CEO, had previously spent three years as a senior AI R&D manager at Apple's Special Projects Group (SPG). Before Apple, he founded Pallas Ludens, a machine learning and computer vision company, and held consulting roles at Deloitte and msgGillardon AG. He studied industrial engineering at the Karlsruhe Institute of Technology (KIT), where his thesis focused on Bayesian networks. Weinbach, who became co-chief research officer, brought expertise from Deloitte in AI consulting and implementation. [2]

The founding mission was to research and develop sovereign, human-centric AI technologies that would give European organizations an alternative to American AI providers. From the outset, Aleph Alpha positioned itself as a company building AI for businesses and government agencies rather than consumer-facing products. [2]

History

Founding and early years (2019-2020)

In November 2020, the company secured its seed round of approximately 5.3 million euros from LEA Partners, 468 Capital, and Cavalry Ventures. [2]

Growth and model development (2021-2022)

In July 2021, Aleph Alpha raised approximately 23 million euros (around 27 million US dollars) in a Series A round co-led by Earlybird VC, Lakestar, and UVC Partners. [3] The funding brought total investment to roughly 28.3 million euros and allowed the company to scale its research into large language models.

During this period, Aleph Alpha developed and launched the Luminous model family, a series of multilingual transformer-based LLMs offered in three sizes. The company also published MAGMA, a multimodal model architecture that could process both text and images, which was integrated into the Luminous models to give them vision-language capabilities.

In 2022, Aleph Alpha opened its alpha ONE data center at the GovTech Campus in Berlin. This facility would later become the first site in Europe to deploy Cerebras CS-3 AI supercomputers and was marketed as one of the fastest commercial AI data centers in Europe. [8][9]

Series B and peak visibility (2023)

On November 6, 2023, Aleph Alpha announced a funding round of more than 500 million US dollars (approximately 470 million euros at the exchange rate at the time of signing). [1][2] The round drew significant media attention and was widely described as one of the largest AI funding rounds in European history.

However, the structure of the round was more nuanced than the headline figure suggested. A detailed breakdown revealed three components: [4]

  • 110 million euros in direct equity financing
  • 300 million euros in research funding directed to Aleph Alpha Research, a subsidiary focused on fundamental AI research
  • 60 million euros in order commitments from partners

The round was led by the Innovation Park Artificial Intelligence (Ipai), Bosch Ventures, and the Schwarz Group (the parent company of retail chains Lidl and Kaufland, and Europe's largest retailer by revenue). Additional new investors included Hewlett Packard Enterprise, SAP, Christ&Company Consulting, and Burda Principal Investments. Existing investors from previous rounds also participated. [1][2]

The Schwarz Group's involvement proved strategically pivotal. Through its digital subsidiary Schwarz Digits, the retail conglomerate operates STACKIT, a sovereign European cloud infrastructure platform. This investment marked the beginning of a deep integration between Aleph Alpha's AI technology and STACKIT's cloud infrastructure. [7][16]

Strategic pivot to enterprise platform (2024)

By mid-2024, Aleph Alpha shifted its strategy away from competing directly as a foundation model provider against American labs such as OpenAI, Anthropic, and Google DeepMind. The company acknowledged that the economics of training frontier models from scratch were extremely challenging for a European startup, particularly given the massive capital expenditures required for compute.

Andrulis was candid about the underlying problem. "It's hard to make it make sense economically," he said of building a standalone LLM business. "It's not hard to wire a lot of money to Nvidia. Everybody can do that. But it's hard to build a working business model." [21] He added that "just having a European LLM is not sufficient as a business model." [21]

Instead, Aleph Alpha repositioned itself as a provider of enterprise AI infrastructure, launching PhariaAI on August 27, 2024 as a full-stack "operating system for generative AI." [4][12] This platform was designed to allow enterprises and government agencies to deploy, govern, and operate AI systems while maintaining data sovereignty and regulatory compliance. "PhariaAI is a game-changer for enterprises and governments seeking to leverage AI without compromising control or compliance," Andrulis said at launch. [12]

In March 2024, Aleph Alpha acquired the software assets of Berlin-based Lengoo, an AI-driven enterprise translation platform. As part of the acquisition, Lengoo's co-founder and CEO Christopher Kranzler was appointed Vice President of Product at Aleph Alpha, along with over 20 engineers, product managers, and designers from the Lengoo team.

The company also released Pharia-1-LLM, a 7-billion parameter open-weight model family, in 2024, signaling a shift from proprietary model development toward contributing to the open-source AI ecosystem while focusing commercial efforts on the platform layer. [6][11]

Leadership transition and restructuring (2025-2026)

In the second half of 2025, Aleph Alpha underwent significant leadership and organizational changes. Reto Sporri, the former CEO of Lidl's commerce division, joined as co-CEO alongside Andrulis in mid-2025. In October 2025, Andrulis announced he would step down as CEO. [5][10]

Effective January 1, 2026, Andrulis transitioned to the role of Chairman of the Advisory Board. Ilhan Scheer, who had been serving as Chief Growth Officer, was appointed co-CEO alongside Sporri to lead the company going forward. Carsten Dirks, who had been responsible for operational business, also departed the company. [10]

Alongside the leadership change, Aleph Alpha carried out a reduction of approximately 50 employees, corresponding to roughly 17 percent of the workforce. The cuts primarily affected engineering and research teams, particularly divisions focused on improving model performance, reflecting the company's pivot away from in-house model development toward platform and integration work. [10]

In April 2025, Aleph Alpha completed its second acquisition in less than a year, purchasing thingsTHINKING, a Karlsruhe-based semantic AI company. The acquisition brought thingsTHINKING's product semantha, a platform for semantic text analysis used in contract review and requirements engineering, into Aleph Alpha's enterprise portfolio. [14]

The Schwarz Group continued to expand its influence over the company, reportedly seeking to take over the shareholding previously held by Bosch Ventures, deepening the alignment between Aleph Alpha's product roadmap and the Schwarz Digits ecosystem. [10][16]

Merger with Cohere (2026)

On April 24, 2026, the Canadian enterprise-AI company Cohere announced that it would merge with Aleph Alpha to create what the companies called a "transatlantic AI powerhouse" focused on sovereign AI for enterprises and the public sector. [18][19] The deal valued the combined entity at roughly 20 billion US dollars and was anchored by a 600 million US dollar commitment from the Schwarz Group, which became a strategic backer through Cohere's funding round. [18][19] As part of the arrangement, the new entity was expected to run on STACKIT, the Schwarz Group's sovereign cloud platform. [19] Reporting described the transaction as effectively a Cohere acquisition: Cohere's shareholders were set to hold the large majority of the combined company, with Aleph Alpha's shareholders holding a minority stake, and the tie-up was endorsed by both the German and Canadian governments. [18][19]

Technology

What were Aleph Alpha's Luminous models?

The Luminous family was Aleph Alpha's flagship series of large language models, offered through the company's API from 2022 onward. The models followed a decoder-only autoregressive transformer architecture and used rotary positional embeddings (RoPE). They were trained on a curated multilingual corpus covering English, German, French, Italian, and Spanish.

ModelParametersContext LengthTraining TokensMultimodalKey Characteristics
Luminous-Base13 billion2,048~400 billionYesFastest and most cost-effective; suitable for straightforward tasks
Luminous-Extended30 billion2,048~450 billionYesMid-range option balancing capability and cost
Luminous-Supreme70 billion2,048~588 billionYesLargest and most capable; best for complex reasoning

All three base models were also available in instruction-finetuned variants called Luminous-control models, which were optimized for following user instructions in conversational and task-oriented settings.

A distinguishing feature of the Luminous family was built-in multimodal capability. Drawing on Aleph Alpha's earlier research on MAGMA (Multimodal Augmentation of Generative Models through Adapter-based finetuning), the Luminous models could process and reason over both text and images. Users could ask questions about images in natural language and receive AI-generated answers, going beyond simple object recognition.

Another key differentiator was the integration of AtMan (Attention Manipulation), an explainability method that produces relevance maps showing which input tokens influenced the model's output. AtMan works by manipulating attention mechanisms across all transformer layers and measuring the resulting differences in output probabilities. [17] This allowed Aleph Alpha to offer a degree of transparency unusual among LLM providers, which was particularly attractive to government and regulated-industry customers.

What is Pharia-1-LLM?

In 2024, Aleph Alpha released Pharia-1-LLM, a smaller, more efficient model family published under the Open Aleph License for non-commercial research and educational use. [6] The family included two 7-billion parameter variants:

Model VariantParametersLicenseDescription
Pharia-1-LLM-7B-control7 billionOpen Aleph LicenseInstruction-tuned model with length-controlled responses; optimized for German, French, and Spanish
Pharia-1-LLM-7B-control-aligned7 billionOpen Aleph LicenseFurther refined through KTO (Kahneman-Tversky Optimization) using human and LLM preferences

Both models used RoPE positional embeddings and were trained on carefully curated data in compliance with EU regulations, including copyright and data privacy laws. [6] The models were designed for domain-specific applications, with particular strength in automotive and engineering use cases.

What is the T-Free (tokenizer-free) architecture?

In early 2025, Aleph Alpha introduced a novel tokenizer-free (T-Free) model architecture called the Hierarchical Autoregressive Transformer (HAT). [12][13] Traditional language models rely on tokenizers that split text into subword units, but this approach introduces efficiency penalties for languages with different morphological structures than English.

The T-Free architecture operates directly on raw UTF-8 bytes, using a vocabulary of only 256 entries. Text is first split into words using simple rules; a small encoder module then processes the bytes within each word and maps them to a word embedding. The resulting sequence of word embeddings is then processed by a larger backbone model. [12]

Aleph Alpha reported that this approach could reduce training costs and carbon footprint by up to 70 percent for morphologically rich languages such as Finnish, compared to token-based alternatives. In benchmarks, the HAT architecture achieved approximately 40 percent better compression in German and 16 percent better compression in English compared to Llama 3.1 8B. [12][13]

Two open models were released based on this architecture: TFree-HAT-Pretrained-7B-Base (pre-trained in English and German) and Llama-TFree-HAT-Pretrained-7B-DPO (a post-trained variant).

What is the PhariaAI platform?

PhariaAI is Aleph Alpha's enterprise-grade operating system for generative AI, introduced on August 27, 2024 as the centerpiece of the company's strategic pivot. [12] It unifies deployment, governance, explainability, and compliance into a single stack for production teams.

Key capabilities of PhariaAI include:

  • Model-agnostic deployment: Organizations can run Aleph Alpha's own models or integrate third-party and open-source models within the same platform
  • Explainability and auditability: Built-in tools allow domain experts to oversee and adjust AI systems, ensuring alignment with organizational standards
  • Compliance management: Designed from the ground up to support GDPR and EU AI Act requirements
  • Sovereign hosting: Runs natively on STACKIT (Schwarz Group's cloud platform), ensuring that all data processing occurs within EU jurisdiction
  • Enterprise integration: Supports retrieval-augmented generation (RAG), custom fine-tuning pipelines, and integration with existing enterprise IT systems

PhariaAI is available as PhariaAI-as-a-Service through the STACKIT cloud, providing regulated enterprises and public-sector customers with a fully European AI stack. [7]

How much funding has Aleph Alpha raised?

Aleph Alpha's total disclosed venture funding exceeds 530 million US dollars across four rounds, the largest of which was the November 2023 Series B of more than 500 million US dollars. [1][2][15]

RoundDateAmountKey Investors
SeedNovember 2020~5.3 million eurosLEA Partners, 468 Capital, Cavalry Ventures
Series AJuly 2021~23 million euros (27 million USD)Earlybird VC, Lakestar, UVC Partners
Series BNovember 2023~470 million euros (500+ million USD)Schwarz Group, Bosch Ventures, Ipai, HPE, SAP, Burda Principal Investments, Christ&Company
Total~530+ million USD

The Series B round's structure included 110 million euros in equity financing, 300 million euros in research funding for Aleph Alpha Research, and 60 million euros in order commitments. [4] Journalists covering the round noted that the equity component alone valued the company at an estimated 500 to 625 million US dollars. [15] Separately, the April 2026 Cohere merger brought a further 600 million US dollar commitment from the Schwarz Group into the combined entity. [18][19]

Customers and Partnerships

Government and Defense

Aleph Alpha has established itself as a key AI supplier to the German public sector. Notable government relationships include:

  • BWI: BWI, the IT service provider of the German Armed Forces (Bundeswehr), holds a multi-year framework contract with Aleph Alpha for developing AI models for defense applications [9]
  • German Federal Employment Agency: The Bundesagentur fur Arbeit holds a multi-year framework contract for AI-powered administrative tools
  • Government AI Assistant: Aleph Alpha deployed an AI assistant within a German government agency, serving approximately 80,000 users for administrative process automation

In May 2024, Aleph Alpha and Cerebras Systems announced a multi-year partnership to train generative AI models for the German Armed Forces. The collaboration involved deploying Cerebras CS-3 AI supercomputers at Aleph Alpha's alpha ONE data center at the GovTech Campus in Berlin. [8][9]

Enterprise and Industry

Aleph Alpha's enterprise customers span regulated industries including automotive, engineering, financial services, and healthcare. The company's emphasis on data sovereignty and explainability makes it attractive to organizations in sectors where regulatory compliance is a primary concern.

Through its Pharia Industrial Suite, which incorporates technology from the thingsTHINKING and Lengoo acquisitions, Aleph Alpha offers specialized solutions for contract analysis, requirements engineering, and multilingual document processing.

Strategic Partnerships

The most significant partnership is with Schwarz Digits and its STACKIT cloud platform. PhariaAI runs natively on STACKIT, creating an end-to-end sovereign AI stack that is entirely hosted within German and European data centers. [7] This partnership positions Aleph Alpha as the AI layer within a broader German alternative to U.S. hyperscalers such as Amazon Web Services and Microsoft Azure.

Additional technology partnerships include collaborations with AMD for hardware optimization and with Cerebras Systems for high-performance AI training infrastructure. [13]

What does sovereign AI mean for Aleph Alpha?

Aleph Alpha has made European data sovereignty a core pillar of its business strategy, differentiating itself from American AI providers that typically process data on U.S.-based infrastructure.

GDPR Compliance

All Aleph Alpha systems are hosted within Germany, ensuring that data remains under European jurisdiction at all times. This is a critical requirement for public-sector and enterprise customers bound by GDPR restrictions on cross-border data transfers, particularly following the Schrems II ruling that invalidated the EU-U.S. Privacy Shield framework.

EU AI Act

Aleph Alpha has positioned itself as an early adopter of the EU AI Act, the world's first comprehensive regulatory framework for artificial intelligence. The company asserts that its models are designed to meet the Act's requirements from the outset, including obligations around transparency, documentation, and risk management for general-purpose AI models.

Aleph Alpha was among the signatories of the EU's General-Purpose AI Code of Practice, joining companies including Cohere, IBM, Mistral AI, and OpenAI in committing to a voluntary framework for responsible development of general-purpose AI systems.

Sovereign AI Philosophy

The concept of "sovereign AI" is central to Aleph Alpha's market positioning. In this context, sovereignty refers to the ability of organizations and governments to maintain full control over their AI infrastructure, data, and decision-making processes without dependency on foreign technology providers. This resonates particularly with European defense agencies, public-sector organizations, and companies in critical infrastructure sectors. [4]

How does Aleph Alpha compare to Mistral AI and other competitors?

Aleph Alpha operates in a competitive landscape that includes both American frontier AI labs and European AI companies.

American Competitors

The primary competitive challenge comes from U.S.-based AI labs including OpenAI, Anthropic, Google DeepMind, and Meta AI. These organizations have access to significantly larger capital pools and compute resources, allowing them to train larger frontier models. Aleph Alpha's pivot away from direct model competition in 2024 was in part a recognition that matching the scale of American labs was not economically viable for a European startup. [21]

European Competitors

Within Europe, the most prominent competitor is Mistral AI, a French AI company that has pursued a different strategy by releasing high-performance open-weight models. Mistral AI raised 1.7 billion euros in September 2025, reaching a valuation of approximately 11.7 billion euros, significantly outpacing Aleph Alpha in both funding and valuation.

Where Mistral focuses on building competitive foundation models, Aleph Alpha has differentiated by emphasizing enterprise integration, explainability, and sovereign deployment. Other European AI efforts include the OpenEuroLLM project and various national AI initiatives.

Competitive Positioning

Aleph Alpha's competitive advantage lies not in model performance benchmarks but in its integrated platform approach, regulatory compliance features, and deep partnerships with German government agencies and the Schwarz Group's cloud infrastructure. For customers where data sovereignty, auditability, and EU compliance are primary requirements, this positioning fills a market gap that American providers cannot easily address. The April 2026 merger with Cohere extended this sovereign positioning across the Atlantic, combining Aleph Alpha's European footprint with Cohere's enterprise model lineup. [18][19]

Leadership

NameRolePeriodBackground
Jonas AndrulisFounder, CEO; later Chairman of Advisory Board2019 to 2025 (CEO); 2026 onward (Chairman)Former Apple AI R&D Manager; KIT graduate; founder of Pallas Ludens
Samuel WeinbachCo-Founder, Co-Chief Research Officer2019 onwardFormer Deloitte AI consultant; leads Aleph Alpha Research
Reto SporriCo-CEOMid-2025 onwardFormer CEO of Lidl's commerce division
Ilhan ScheerCo-CEOJanuary 2026 onwardPreviously Chief Growth Officer at Aleph Alpha

Company Details

DetailInformation
Legal NameAleph Alpha GmbH
FoundedJanuary 2019
HeadquartersHeidelberg, Germany
FoundersJonas Andrulis, Samuel Weinbach
EmployeesApproximately 350 (as of early 2026)
Total Funding530+ million USD
Key ProductsPhariaAI, Luminous model family, Pharia-1-LLM, T-Free architecture
Key MarketsGovernment, defense, automotive, engineering, financial services
Research SubsidiaryAleph Alpha Research
2026 Corporate StatusMerging with Cohere (announced April 2026), combined entity valued at ~20 billion USD

Timeline

YearEvent
January 2019Aleph Alpha GmbH founded in Heidelberg by Jonas Andrulis and Samuel Weinbach
November 2020Seed round of 5.3 million euros from LEA Partners, 468 Capital, and Cavalry Ventures
July 2021Series A round of 23 million euros led by Earlybird VC, Lakestar, and UVC Partners
2022Alpha ONE data center opened at the GovTech Campus in Berlin
2022Luminous model family launched publicly
January 2023AtMan explainability method published (arXiv paper)
November 2023Series B funding of 470 million euros (500+ million USD) announced
March 2024Acquisition of Lengoo's software assets
May 2024Partnership with Cerebras Systems announced; CS-3 supercomputers deployed at alpha ONE
Mid-2024Strategic pivot from foundation model provider to enterprise AI platform
August 2024PhariaAI enterprise platform launched (August 27, 2024)
2024Pharia-1-LLM 7B open-weight models released
Early 2025T-Free (Hierarchical Autoregressive Transformer) architecture introduced
April 2025Acquisition of thingsTHINKING (semantic AI startup)
Mid-2025Reto Sporri joins as co-CEO alongside Andrulis
October 2025Jonas Andrulis announces departure as CEO
Late 2025Workforce reduction of approximately 50 employees (~17% of staff)
January 2026Reto Sporri and Ilhan Scheer become co-CEOs; Andrulis transitions to Chairman of Advisory Board
April 2026Cohere announces merger with Aleph Alpha; combined entity valued at ~20 billion USD, backed by 600 million USD from the Schwarz Group

See also

References

  1. CNBC. "Aleph Alpha raises $500 million to build a European rival to OpenAI." November 6, 2023. https://www.cnbc.com/2023/11/06/aleph-alpha-raises-500-million-to-build-a-european-rival-to-openai.html
  2. TechCrunch. "Lidl owner and Bosch Ventures co-lead $500M Series B into German AI startup Aleph Alpha." November 6, 2023. https://techcrunch.com/2023/11/06/lidl-owner-and-bosch-ventures-co-lead-500m-series-b-into-german-ai-start-up-aleph-alpha/
  3. TechCrunch. "German startup Aleph Alpha raises $27M Series A round to build 'Europe's OpenAI'." July 27, 2021. https://techcrunch.com/2021/07/27/german-startup-aleph-alpha-raises-27m-series-a-round-to-build-europes-openai/
  4. The Decoder. "German AI startup Aleph Alpha breaks down $500 million investment package." 2024. https://the-decoder.com/german-ai-startup-aleph-alpha-breaks-down-500-million-investment-package/
  5. Sifted. "Aleph Alpha founder quits as CEO." October 2025. https://sifted.eu/articles/aleph-alpha-founder-quits-as-ceo
  6. Aleph Alpha. "Introducing Pharia-1-LLM: Transparent and Compliant." 2024. https://aleph-alpha.com/introducing-pharia-1-llm-transparent-and-compliant/
  7. Aleph Alpha. "Aleph Alpha Partners with STACKIT to Deliver Sovereign Enterprise AI at Scale." https://aleph-alpha.com/aleph-alpha-partners-with-stackit-to-deliver-sovereign-enterprise-ai-at-scale-with-pharia-ai-as-a-service/
  8. Cerebras. "Aleph Alpha Selects Cerebras to Build Next-Gen Sovereign AI Models." May 2024. https://www.cerebras.ai/press-release/aleph-alpha-selects-cerebras-to-build-next-gen-sovereign-ai-models
  9. The Register. "Aleph Alpha enlists Cerebras supers for German military." May 2024. https://www.theregister.com/2024/05/16/cerebras_german_military_llms/
  10. Heise Online. "Upheaval at Aleph Alpha: Founder leaves, Schwarz Group moves up." 2025. https://www.heise.de/en/news/Upheaval-at-Aleph-Alpha-Founder-leaves-Schwarz-Group-moves-up-10750654.html
  11. Maginative. "Aleph Alpha Releases Pharia: Open-Weight, EU-Compliant, AI Models." 2024. https://www.maginative.com/article/aleph-alpha-releases-pharia-open-weight-eu-compliant-ai-models/
  12. Maginative. "Aleph Alpha Announces PhariaAI: A Sovereign, Enterprise-Grade AI Operating System." August 27, 2024. https://www.maginative.com/article/aleph-alpha-announces-phariaai-a-sovereign-enterprise-grade-ai-operating-system/
  13. Aleph Alpha. "Aleph Alpha Announces Launch of a Pioneering New Tokenizer-free (T-Free) Architecture." 2025. https://aleph-alpha.com/aleph-alpha-announces-launch-of-a-pioneering-new-tokenizer-free-t-free-architecture-innovation-for-next-generation-sovereign-llms-and-a-new-powerful-collaboration-with-amd-and-schwarz-digits/
  14. Sifted. "Aleph Alpha acquires AI text processing startup thingsThinking." April 2025. https://sifted.eu/articles/aleph-alpha-acquires-thingsthinking
  15. UVC Partners. "Aleph Alpha raises follow-on investment of more than half a billion US dollars." November 2023. https://www.uvcpartners.com/blog/aleph-alpha-raises-follow-on-investment-of-more-than-half-a-billion-us-dollars
  16. Startuprad.io. "Aleph Alpha Schwarz Group: Germany's Sovereign AI Alliance." https://www.startuprad.io/post/aleph-alpha-s-power-handoff-how-dieter-schwarz-turned-germany-s-ai-hope-into-a-sovereign-cloud-stra
  17. ArXiv. "AtMan: Understanding Transformer Predictions Through Memory Efficient Attention Manipulation." January 2023. https://arxiv.org/abs/2301.08110
  18. CNBC. "Cohere to acquire German AI company Aleph Alpha as it looks to expand in Europe." April 24, 2026. https://www.cnbc.com/2026/04/24/cohere-aleph-alpha-germany-ai-europe-expansion.html
  19. TechCrunch. "Cohere acquires, merges with German-based startup to create a 'transatlantic AI powerhouse'." April 24, 2026. https://techcrunch.com/2026/04/24/cohere-acquires-merges-with-german-based-startup-to-create-a-transatlantic-ai-powerhouse/
  20. Aleph Alpha. "Strategy Over Hype: Unlocking AI's Full Potential for Enterprises and Governments." https://aleph-alpha.com/en/blog/strategy-over-hype-unlocking-ais-full-potential-for-enterprises-and-governments/
  21. Sifted. "'It's not hard to wire a lot of money to Nvidia': Aleph Alpha's Jonas Andrulis on the difficulty of making an LLM business work." https://sifted.eu/articles/aleph-alpha-sifted-summit

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